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Published in: BMC Medicine 1/2008

Open Access 01-12-2008 | Research article

Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival

Authors: Brian Van Ness, Christine Ramos, Majda Haznadar, Antje Hoering, Jeff Haessler, John Crowley, Susanna Jacobus, Martin Oken, Vincent Rajkumar, Philip Greipp, Bart Barlogie, Brian Durie, Michael Katz, Gowtham Atluri, Gang Fang, Rohit Gupta, Michael Steinbach, Vipin Kumar, Richard Mushlin, David Johnson, Gareth Morgan

Published in: BMC Medicine | Issue 1/2008

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Abstract

Background

We have engaged in an international program designated the Bank On A Cure, which has established DNA banks from multiple cooperative and institutional clinical trials, and a platform for examining the association of genetic variations with disease risk and outcomes in multiple myeloma.
We describe the development and content of a novel custom SNP panel that contains 3404 SNPs in 983 genes, representing cellular functions and pathways that may influence disease severity at diagnosis, toxicity, progression or other treatment outcomes. A systematic search of national databases was used to identify non-synonymous coding SNPs and SNPs within transcriptional regulatory regions. To explore SNP associations with PFS we compared SNP profiles of short term (less than 1 year, n = 70) versus long term progression-free survivors (greater than 3 years, n = 73) in two phase III clinical trials.

Results

Quality controls were established, demonstrating an accurate and robust screening panel for genetic variations, and some initial racial comparisons of allelic variation were done. A variety of analytical approaches, including machine learning tools for data mining and recursive partitioning analyses, demonstrated predictive value of the SNP panel in survival. While the entire SNP panel showed genotype predictive association with PFS, some SNP subsets were identified within drug response, cellular signaling and cell cycle genes.

Conclusion

A targeted gene approach was undertaken to develop an SNP panel that can test for associations with clinical outcomes in myeloma. The initial analysis provided some predictive power, demonstrating that genetic variations in the myeloma patient population may influence PFS.
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Literature
1.
go back to reference Lander ES, from the International Human Genome Sequencing Consortium, et al: Initial sequencing and analysis of the human genome. Nature. 2001, 409: 860-921.CrossRefPubMed Lander ES, from the International Human Genome Sequencing Consortium, et al: Initial sequencing and analysis of the human genome. Nature. 2001, 409: 860-921.CrossRefPubMed
3.
go back to reference International Human Genome Consortium: Finishing the euchromatic sequence of the human genome. Nature. 2004, 431: 931-945.CrossRef International Human Genome Consortium: Finishing the euchromatic sequence of the human genome. Nature. 2004, 431: 931-945.CrossRef
4.
go back to reference Kyle RA, Rajkumar SV: Plasma cell disorders. Cecil textbook of medicine. Edited by: Goldman L, Ausiello DA. 2004, Philadelphia: W.B. Saunders, 1184-1195. 22 Kyle RA, Rajkumar SV: Plasma cell disorders. Cecil textbook of medicine. Edited by: Goldman L, Ausiello DA. 2004, Philadelphia: W.B. Saunders, 1184-1195. 22
5.
go back to reference Bergsagel PL, Kuehl WM: Molecular pathogenesis and consequent classification of multiple myeloma. J Clin Oncol. 2005, 23 (26): 6333-6338.CrossRefPubMed Bergsagel PL, Kuehl WM: Molecular pathogenesis and consequent classification of multiple myeloma. J Clin Oncol. 2005, 23 (26): 6333-6338.CrossRefPubMed
6.
go back to reference Shaughnessy JD, Zhan F, Burington BE, Huang Y, Colla S, Hanamura I, Stewart JP, Kordsmeier B, Randolph C, Williams DR, Xiao Y, Xu H, Epstein J, Anaissie E, Krishna SG, Cottler-Fox M, Hollmig K, Mohiuddin A, Pineda-Roman M, Tricot G, van Rhee F, Sawyer J, Alsayed Y, Walker R, Zangari M, Crowley J, Barlogie B: A validated gene expression model of high-risk multiple myeloma is defined by deregulated expression of genes mapping to chromosome 1. Blood. 2007, 109 (6): 2276-2284.CrossRefPubMed Shaughnessy JD, Zhan F, Burington BE, Huang Y, Colla S, Hanamura I, Stewart JP, Kordsmeier B, Randolph C, Williams DR, Xiao Y, Xu H, Epstein J, Anaissie E, Krishna SG, Cottler-Fox M, Hollmig K, Mohiuddin A, Pineda-Roman M, Tricot G, van Rhee F, Sawyer J, Alsayed Y, Walker R, Zangari M, Crowley J, Barlogie B: A validated gene expression model of high-risk multiple myeloma is defined by deregulated expression of genes mapping to chromosome 1. Blood. 2007, 109 (6): 2276-2284.CrossRefPubMed
7.
go back to reference Jenner MW, Leone PE, Walker BA, Ross FM, Johnson DC, Gonzalez D, Chiecchio L, Dachs Cabanas E, Dagrada GP, Nightingale M, Protheroe RK, Stockley D, Else M, Dickens NJ, Cross NC, Davies FE, Morgan GJ: Gene mapping and expression analysis of 16q loss of heterozygosity identifies WWOX and CYLD as being important in determining clinical outcome in multiple myeloma. Blood. 2007, 110 (9): 3291-3300.CrossRefPubMed Jenner MW, Leone PE, Walker BA, Ross FM, Johnson DC, Gonzalez D, Chiecchio L, Dachs Cabanas E, Dagrada GP, Nightingale M, Protheroe RK, Stockley D, Else M, Dickens NJ, Cross NC, Davies FE, Morgan GJ: Gene mapping and expression analysis of 16q loss of heterozygosity identifies WWOX and CYLD as being important in determining clinical outcome in multiple myeloma. Blood. 2007, 110 (9): 3291-3300.CrossRefPubMed
8.
go back to reference Chng WJ, Kumar S, Vanwier S, Ahmann G, Price-Troska T, Henderson K, Chung TH, Kim S, Mulligan G, Bryant B, Carpten J, Gertz M, Rajkumar SV, Lacy M, Dispenzieri A, Kyle R, Greipp P, Bergsagel PL, Fonseca R: Molecular dissection of hyperdiploid multiple myeloma by gene expression profiling. Cancer Res. 2007, 67 (7): 2982-2989.CrossRefPubMed Chng WJ, Kumar S, Vanwier S, Ahmann G, Price-Troska T, Henderson K, Chung TH, Kim S, Mulligan G, Bryant B, Carpten J, Gertz M, Rajkumar SV, Lacy M, Dispenzieri A, Kyle R, Greipp P, Bergsagel PL, Fonseca R: Molecular dissection of hyperdiploid multiple myeloma by gene expression profiling. Cancer Res. 2007, 67 (7): 2982-2989.CrossRefPubMed
9.
go back to reference Kay NE, Leong TL, Bone N, Vescole DH, Greipp PR, Van Ness B, Oken MM, Kyle RA: Blood levels of immune cells predict survival in myeloma patients: results of an Eastern Cooperative Oncology Group phase 3 trial for newly diagnosed multiple myeloma patients. Blood. 2001, 98 (1): 23-28.CrossRefPubMed Kay NE, Leong TL, Bone N, Vescole DH, Greipp PR, Van Ness B, Oken MM, Kyle RA: Blood levels of immune cells predict survival in myeloma patients: results of an Eastern Cooperative Oncology Group phase 3 trial for newly diagnosed multiple myeloma patients. Blood. 2001, 98 (1): 23-28.CrossRefPubMed
10.
go back to reference Packer BR, Yeager M, Burdett L, Welch R, Beerman M, Qi L, Sicotte H, Staats B, Acharya M, Crenshaw A, Eckert A, Puri V, Gerhard DS, Chanock SJ: SNP500 Cancer: a public resource for sequence validation, assay development, and frequency analysis for genetic variation in candidate genes. Nucleic Acids Res. 2006, D617-621. 34 database Packer BR, Yeager M, Burdett L, Welch R, Beerman M, Qi L, Sicotte H, Staats B, Acharya M, Crenshaw A, Eckert A, Puri V, Gerhard DS, Chanock SJ: SNP500 Cancer: a public resource for sequence validation, assay development, and frequency analysis for genetic variation in candidate genes. Nucleic Acids Res. 2006, D617-621. 34 database
11.
go back to reference Oken MM, Leong T, Lenhard RE, Greipp PR, Kay NE, Van Ness B, Keimowitz RM, Kyle RA: The addition of interferon or high dose cyclophosphamide to standard chemotherapy in the treatment of patients with multiple myeloma: Phase III Eastern Cooperative Oncology Group Clinical Trial EST 9486. Cancer. 1999, 86 (6): 957-968.CrossRefPubMed Oken MM, Leong T, Lenhard RE, Greipp PR, Kay NE, Van Ness B, Keimowitz RM, Kyle RA: The addition of interferon or high dose cyclophosphamide to standard chemotherapy in the treatment of patients with multiple myeloma: Phase III Eastern Cooperative Oncology Group Clinical Trial EST 9486. Cancer. 1999, 86 (6): 957-968.CrossRefPubMed
12.
go back to reference Barlogie B, Kyle RA, Anderson KC, Greipp PR, Lazarus HM, Hurd DD, McCoy J, Moore DF, Sakhil SR, Lanier KS, Chapman RA, Cromer JN, Salmon SE, Durie B, Crowley JC: Standard chemotherapy compared with high-dose chemoradiotherapy for multiple myeloma: final results of phase III US Intergroup Trial S9321. J Clin Oncol. 2006, 24 (6): 929-936.CrossRefPubMed Barlogie B, Kyle RA, Anderson KC, Greipp PR, Lazarus HM, Hurd DD, McCoy J, Moore DF, Sakhil SR, Lanier KS, Chapman RA, Cromer JN, Salmon SE, Durie B, Crowley JC: Standard chemotherapy compared with high-dose chemoradiotherapy for multiple myeloma: final results of phase III US Intergroup Trial S9321. J Clin Oncol. 2006, 24 (6): 929-936.CrossRefPubMed
13.
go back to reference Hoffmann R, Krallinger M, Andres E, Tamames J, Blaschke C, Valencia A: Text mining for metabolic pathways, signaling cascades, and protein networks. Sci STKE. 2005, pe21-283 Hoffmann R, Krallinger M, Andres E, Tamames J, Blaschke C, Valencia A: Text mining for metabolic pathways, signaling cascades, and protein networks. Sci STKE. 2005, pe21-283
17.
go back to reference Stenson PD, Ball EV, Mort M, Phillips AD, Sheil JA, Thomas NS, Abeysinghe S, Krawszak M, Cooper DN: The Human Gene Mutation Database (HGMD®): 2003 Update. Hum Mutat. 2003, 21: 577-581.CrossRefPubMed Stenson PD, Ball EV, Mort M, Phillips AD, Sheil JA, Thomas NS, Abeysinghe S, Krawszak M, Cooper DN: The Human Gene Mutation Database (HGMD®): 2003 Update. Hum Mutat. 2003, 21: 577-581.CrossRefPubMed
18.
go back to reference Zhao T, Chang LW, McLeod HL, Stormo GD: PromoLign: A Database for Upstream Region Analysis and SNPs. Human Mutation. 2004, 23: 534-539.CrossRefPubMed Zhao T, Chang LW, McLeod HL, Stormo GD: PromoLign: A Database for Upstream Region Analysis and SNPs. Human Mutation. 2004, 23: 534-539.CrossRefPubMed
19.
go back to reference Kang HJ, Choi KO, Kim BD, Kim S, Kim YJ: FESD: a Functional Element SNPs Database in human. Nucleic Acids Res. 2005, 33 (1): D518-522.CrossRefPubMed Kang HJ, Choi KO, Kim BD, Kim S, Kim YJ: FESD: a Functional Element SNPs Database in human. Nucleic Acids Res. 2005, 33 (1): D518-522.CrossRefPubMed
20.
21.
go back to reference Ahmadi KR, Weale ME, Xue ZY, Soranzo N, Yarnall DP, Briley JD, Maruyama Y, Kobayashi M, Wood NW, Spurr NK, Burns DK, Roses AD, Saunders AM, Goldstein DB: A single-nucleotide polymorphism tagging set for human drug metabolism and transport. Nat Genet. 2005, 37 (1): 84-89.PubMed Ahmadi KR, Weale ME, Xue ZY, Soranzo N, Yarnall DP, Briley JD, Maruyama Y, Kobayashi M, Wood NW, Spurr NK, Burns DK, Roses AD, Saunders AM, Goldstein DB: A single-nucleotide polymorphism tagging set for human drug metabolism and transport. Nat Genet. 2005, 37 (1): 84-89.PubMed
22.
go back to reference Hardenbol P, Baner J, Jain M, Nilsson M, Namsaraev EA, Karlin-Neumann GA, Fakhrai-Rad H, Ronaghi M, Willis TD, Landegren U, Davis RW: Multiplexed genotyping with sequence-tagged molecular inversion probes. Nat Biotechnol. 2003, 21 (6): 673-678.CrossRefPubMed Hardenbol P, Baner J, Jain M, Nilsson M, Namsaraev EA, Karlin-Neumann GA, Fakhrai-Rad H, Ronaghi M, Willis TD, Landegren U, Davis RW: Multiplexed genotyping with sequence-tagged molecular inversion probes. Nat Biotechnol. 2003, 21 (6): 673-678.CrossRefPubMed
23.
go back to reference Kearns M, Ron D: Algorithmic stability and sanity-check bounds for leave-one-out cross-validation. Proceedings of the Tenth Annual Conference on Computational Learning theory (Nashville, Tennessee, United States, July 06 – 09, 1997). COLT '97. 1997, ACM, New York, NY, 152-162.CrossRef Kearns M, Ron D: Algorithmic stability and sanity-check bounds for leave-one-out cross-validation. Proceedings of the Tenth Annual Conference on Computational Learning theory (Nashville, Tennessee, United States, July 06 – 09, 1997). COLT '97. 1997, ACM, New York, NY, 152-162.CrossRef
24.
go back to reference Dinu Valentin, Zhao Hongyu, Miller Perry: Integrating domain knowledge with statistical and data mining methods for high-density genomic SNP disease association analysis. Biomedical Informatics. 2007, 40: 750-760.CrossRefPubMed Dinu Valentin, Zhao Hongyu, Miller Perry: Integrating domain knowledge with statistical and data mining methods for high-density genomic SNP disease association analysis. Biomedical Informatics. 2007, 40: 750-760.CrossRefPubMed
25.
go back to reference Witten Ian, Frank Eibe: "Data Mining: Practical machine learning tools and techniques". 2005, Morgan Kaufmann, San Francisco, 2 Witten Ian, Frank Eibe: "Data Mining: Practical machine learning tools and techniques". 2005, Morgan Kaufmann, San Francisco, 2
27.
go back to reference Agreti A: An introduction to categorical data analysis. 1996, Wiley, NJ Agreti A: An introduction to categorical data analysis. 1996, Wiley, NJ
29.
go back to reference Efron B, Tibshirani R: An introduction to the Bootstrap. 1994, Chapman & Hall/CRC, FL Efron B, Tibshirani R: An introduction to the Bootstrap. 1994, Chapman & Hall/CRC, FL
30.
go back to reference Kaplan EL, Meier P: Nonparametric estimation from incomplete observations. J Am Stat Assoc. 1958, 53: 457-481.CrossRef Kaplan EL, Meier P: Nonparametric estimation from incomplete observations. J Am Stat Assoc. 1958, 53: 457-481.CrossRef
31.
go back to reference Shriver MD, Mei R, Parra EJ, Sonpar V, Halder I, Tishkoff SA, Schurr TG, Zhadanov SI, Osipova LP, Brutsaert TD, Friedlaender J, Jorde LB, Watkins WS, Bamshad MJ, Gutierrez G, Loi H, Matsuzaki H, Kittles RA, Argyropoulos G, Fernandez JR, Akey JM, Jones KW: Large-scale SNP analysis reveals clustered and continuous patterns of human genetic variation. Hum Genomics. 2005, 2 (2): 81-89.PubMedPubMedCentral Shriver MD, Mei R, Parra EJ, Sonpar V, Halder I, Tishkoff SA, Schurr TG, Zhadanov SI, Osipova LP, Brutsaert TD, Friedlaender J, Jorde LB, Watkins WS, Bamshad MJ, Gutierrez G, Loi H, Matsuzaki H, Kittles RA, Argyropoulos G, Fernandez JR, Akey JM, Jones KW: Large-scale SNP analysis reveals clustered and continuous patterns of human genetic variation. Hum Genomics. 2005, 2 (2): 81-89.PubMedPubMedCentral
32.
go back to reference Kawamura C, Kizaki M, Ikeda Y: Bone morphogenetic protein (BMP)-2 induces apoptosis in human myeloma cells. Leuk Lymphoma. 2002, 43 (3): 635-9.CrossRefPubMed Kawamura C, Kizaki M, Ikeda Y: Bone morphogenetic protein (BMP)-2 induces apoptosis in human myeloma cells. Leuk Lymphoma. 2002, 43 (3): 635-9.CrossRefPubMed
33.
go back to reference Schraufstatter IU, Trieu K, Zhao M, Rose DM, Terkeltaub RA, Burger M: IL-8-mediated cell migration in endothelial cells depends on cathepsin B activity and transactivation of the epidermal growth factor receptor. J Immunol. 2003, 171: 6714-6722.CrossRefPubMed Schraufstatter IU, Trieu K, Zhao M, Rose DM, Terkeltaub RA, Burger M: IL-8-mediated cell migration in endothelial cells depends on cathepsin B activity and transactivation of the epidermal growth factor receptor. J Immunol. 2003, 171: 6714-6722.CrossRefPubMed
34.
go back to reference Yanamandra N, Gumidyala KV, Waldron KG, Gujrati M, Olivero WC, Dinh DH, Rao JS, Mohanam S: Blockade of cathepsin B expression in human glioblastoma cells is associated with suppression of angiogenesis. Oncogene. 2004, 23: 2224-2230.CrossRefPubMed Yanamandra N, Gumidyala KV, Waldron KG, Gujrati M, Olivero WC, Dinh DH, Rao JS, Mohanam S: Blockade of cathepsin B expression in human glioblastoma cells is associated with suppression of angiogenesis. Oncogene. 2004, 23: 2224-2230.CrossRefPubMed
36.
go back to reference Dasgupta RK, Adamson PJ, Davies FE, Rollinson S, Roddam PL, Ashcroft AJ, Dring AM, Fenton JA, Child JA, Allan JM, Morgan GJ: Polymorphic variation in GSTP1 modulates outcome following therapy for multiple myeloma. Blood. 2003, 102 (7): 2345-2350.CrossRefPubMed Dasgupta RK, Adamson PJ, Davies FE, Rollinson S, Roddam PL, Ashcroft AJ, Dring AM, Fenton JA, Child JA, Allan JM, Morgan GJ: Polymorphic variation in GSTP1 modulates outcome following therapy for multiple myeloma. Blood. 2003, 102 (7): 2345-2350.CrossRefPubMed
37.
go back to reference Zheng C, Huang D, Liu L, Wu R, Bergenbrant Glas S, Osterborg A, Bjorkholm M, Holm G, Yi Q, Sundblad A: Interleukin-10 gene promoter polymorphisms in multiple myeloma. Int J Cancer. 2001, 95 (3): 184-188.CrossRefPubMed Zheng C, Huang D, Liu L, Wu R, Bergenbrant Glas S, Osterborg A, Bjorkholm M, Holm G, Yi Q, Sundblad A: Interleukin-10 gene promoter polymorphisms in multiple myeloma. Int J Cancer. 2001, 95 (3): 184-188.CrossRefPubMed
38.
go back to reference Long JR, Cai Q, Shu XO, Cai H, Gao YT, Zheng W: Genetic polymorphisms in estrogen-metabolizing genes and breast cancer survival. Pharmacogenet Genomics. 2007, 17 (5): 331-338.CrossRefPubMed Long JR, Cai Q, Shu XO, Cai H, Gao YT, Zheng W: Genetic polymorphisms in estrogen-metabolizing genes and breast cancer survival. Pharmacogenet Genomics. 2007, 17 (5): 331-338.CrossRefPubMed
39.
go back to reference Li A, Cheng G, Zh GH, Tarnawaski AS: Ghrelin stimulates angiogenesis in human microvascular endothelial cells: Implications beyond GH release. Biochem Biophys Res Commun. 2007, 353 (2): 238-2343.CrossRefPubMed Li A, Cheng G, Zh GH, Tarnawaski AS: Ghrelin stimulates angiogenesis in human microvascular endothelial cells: Implications beyond GH release. Biochem Biophys Res Commun. 2007, 353 (2): 238-2343.CrossRefPubMed
40.
go back to reference Kim SW, Her SJ, Park SJ, Kim D: Ghrelin stimulates proliferation and differentiation and inhibits apoptosis in osteoblastic MC3T3-E1 cells. Bone. 2005, 37 (3): 359-69.CrossRefPubMed Kim SW, Her SJ, Park SJ, Kim D: Ghrelin stimulates proliferation and differentiation and inhibits apoptosis in osteoblastic MC3T3-E1 cells. Bone. 2005, 37 (3): 359-69.CrossRefPubMed
41.
go back to reference Fukushima N, Hanada R, Teranishi H, Fuku Y: Ghrelin directly regulates bone formation. J Bone Miner Res. 2005, 20 (5): 790-798.CrossRefPubMed Fukushima N, Hanada R, Teranishi H, Fuku Y: Ghrelin directly regulates bone formation. J Bone Miner Res. 2005, 20 (5): 790-798.CrossRefPubMed
42.
go back to reference Alvarado Y, Giles FJ: Ras as a therapeutic target in hematologic malignancies. Expert Opin Emerg Drugs. 2007, 2: 271-284.CrossRef Alvarado Y, Giles FJ: Ras as a therapeutic target in hematologic malignancies. Expert Opin Emerg Drugs. 2007, 2: 271-284.CrossRef
43.
go back to reference Hu L, Shi Y, Hsu JH, Gera J, Van Ness B, Lichtenstein A: Downstream effects of oncogenic ras in multiple myeloma cells. Blood. 2003, 101 (8): 3126-3135.CrossRefPubMed Hu L, Shi Y, Hsu JH, Gera J, Van Ness B, Lichtenstein A: Downstream effects of oncogenic ras in multiple myeloma cells. Blood. 2003, 101 (8): 3126-3135.CrossRefPubMed
44.
go back to reference Pol van der MA, Broxterman HJ, Pater JM, Feller N, Mass van der M, Weijers GW, Scheffer GL, Allen JD, Scheper RJ, van Loevezijn A, Ossenkoppele GJ, Schuurhuis GJ: Function of the ABC transporters, P-glycoprotein, multidrug resistance protein and breast cancer resistance protein, in minimal residual disease in acute myeloid leukemia. Haematologica. 2003, 88 (2): 134-147.PubMed Pol van der MA, Broxterman HJ, Pater JM, Feller N, Mass van der M, Weijers GW, Scheffer GL, Allen JD, Scheper RJ, van Loevezijn A, Ossenkoppele GJ, Schuurhuis GJ: Function of the ABC transporters, P-glycoprotein, multidrug resistance protein and breast cancer resistance protein, in minimal residual disease in acute myeloid leukemia. Haematologica. 2003, 88 (2): 134-147.PubMed
Metadata
Title
Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival
Authors
Brian Van Ness
Christine Ramos
Majda Haznadar
Antje Hoering
Jeff Haessler
John Crowley
Susanna Jacobus
Martin Oken
Vincent Rajkumar
Philip Greipp
Bart Barlogie
Brian Durie
Michael Katz
Gowtham Atluri
Gang Fang
Rohit Gupta
Michael Steinbach
Vipin Kumar
Richard Mushlin
David Johnson
Gareth Morgan
Publication date
01-12-2008
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2008
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/1741-7015-6-26

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